Jacobian Regularization for Mitigating Universal Adversarial Perturbations

Kenneth T. Co, David Martinez Rego, Emil C. Lupu

Universal Adversarial Perturbations (UAPs) are input perturbations that can fool a neural network on large sets of data. They are a class of attacks that represents a significant t…